I agree with this 100%. You may amused to learn that "How would you program a solver for a system of linear equations?" was an informal interview question for

I agree with this 100%. You may amused to learn that "How would you program a solver for a system of linear equations?" was an informal interview question for a top machine learning PhD program, and applicants were not looked upon favorably if they mindlessly gave gradient descent as an answer.